Semantic Segmentation on MVSeg shuffled (test)
16.6Background IoUDIGA
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DIGABackpropagation=false, Backbone=ResNet-101, Base Model=DeepLabV3, Setting=Online TTDA2026.07 | 16.6 | 61.1 | 5.2 | 34.8 | 53.2 | 46.1 | 56.3 | 53.2 | 1.4 | 10.6 | 33.9 | |
| TestMate + DIGABackpropagation=false, Backbone=ResNet-101, Base Model=DeepLabV3, Setting=Online TTDA2026.07 | 15.1 | 61.8 | 5.6 | 36.2 | 53.2 | 46.6 | 56.7 | 53.3 | 2.3 | 9.9 | 34.1 | |
| CoTTaBackpropagation=true, Backbone=ResNet-101, Base Model=DeepLabV3, Setting=Online TTDA2026.07 | 13 | 59.1 | 6.4 | 35.9 | 52.4 | 45.2 | 55.5 | 52.1 | 9.1 | 6.2 | 33.5 | |
| SourceBackbone=ResNet-101, Base Model=DeepLabV3, Setting=Online TTDA2026.07 | 12.8 | 59.3 | 6.7 | 36.1 | 52.4 | 45.3 | 55.5 | 52.3 | 9 | 6.1 | 33.6 | |
| EATABackpropagation=true, Backbone=ResNet-101, Base Model=DeepLabV3, Setting=Online TTDA2026.07 | 12.4 | 59.5 | 6.5 | 36.3 | 52.3 | 45.4 | 55.5 | 52.4 | 8.8 | 6.3 | 33.6 | |
| TestMateBackpropagation=false, Backbone=ResNet-101, Base Model=DeepLabV3, Setting=Online TTDA2026.07 | 12.2 | 60.9 | 6.7 | 37.2 | 52.9 | 45.6 | 56.3 | 52.5 | 8.6 | 6.4 | 34 | |
| TestMate + CoTTABackpropagation=true, Backbone=ResNet-101, Base Model=DeepLabV3, Setting=Online TTDA2026.07 | 11.3 | 62.6 | 5.7 | 38.1 | 52.8 | 45.4 | 56.3 | 51.9 | 6.6 | 7 | 33.8 | |
| TENTBackpropagation=true, Backbone=ResNet-101, Base Model=DeepLabV3, Setting=Online TTDA2026.07 | 9.7 | 61.5 | 5.3 | 36.7 | 51.6 | 45.5 | 55.8 | 52.2 | 6.8 | 5.7 | 33.1 | |
| BSAdaptBackpropagation=false, Backbone=ResNet-101, Base Model=DeepLabV3, Setting=Online TTDA2026.07 | 9.3 | 41.2 | 2.8 | 23.8 | 46.4 | 27.6 | 33.2 | 44.1 | 2.8 | 5 | 23.6 |